O'Reilly Strata Data and AI Superstream
MP4 | Video: AVC 1280 x 720 | Audio: AAC 48 Khz 1ch | Duration: 07:50:05 | 4.09 GB
Genre: eLearning | Language: English
You'll get access to O'Reilly data and AI experts. Deep dives into some of the hottest topics in the industry. Intriguing case studies. And a chance to try out new technologies in a live coding environment-all without stepping onto a plane.
Day One
ML in Production
You've built a cool model and you want to get it in front of users. Whether you need to break free of Jupyter Notebooks, resolve problems that plague a majority of machine learning projects, or deploy machine learning models and applications to the cloud, these sessions offer a variety of strategies and practices from top companies for deploying machine learning projects in production.
Day Two
Streaming Data
Stream processing is key to data integration, as companies must efficiently and effectively process and analyze growing amounts of data in real time. The architecture, features, and capabilities of tools like Spark, Flink, Kafka, Pulsar, and Ray help businesses grow and thrive at a faster pace. These sessions explore streaming and real-time data and how to store, scale, and analyze this gold mine of information.
What you'll learn-and how you can apply it
Day One features content on Machine Learning in Production. We will cover the following:
MLOps with Jenkins and Prometheus
MLFlow and Kubeflow fundamentals
Optimizing ML for production
Day Two features content on Streaming Data. We will cover the following:
Apache Spark on Kubernetes
Digital Twins
A Lyft case study
Batch and stream processing with Apache Beam
Screenshots
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